{"id":"W2982391519","doi":"10.1016/j.suc.2019.09.002","title":"Surgical Management of Lymph Nodes in Melanoma","year":2019,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton General Hospital; McMaster University","funders":"","keywords":"Medicine; Melanoma; Lymph; Lymph node; General surgery; Surgery; Pathology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004717676,0.0007506626,0.001125508,0.003316758,0.0002428651,0.0009526369,0.0008201044,0.0009484582,0.003053572],"category_scores_gemma":[0.001493356,0.0003728482,0.0006728958,0.002246235,0.000517761,0.001108912,0.0006752747,0.001285381,0.0009145505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006839298,"about_ca_system_score_gemma":0.001064774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002592466,"about_ca_topic_score_gemma":0.007090319,"domain_scores_codex":[0.999723,0.00005132017,0.00006519754,0.00005871028,0.00007581961,0.00002591683],"domain_scores_gemma":[0.9994028,0.0003122557,0.000150476,0.0000113382,0.00008248858,0.00004067301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007509202,0.00004892164,0.001392471,0.02986552,0.000145823,0.0005816829,0.00008468652,0.0004009549,0.0005990108,0.0006664037,0.02400472,0.9421347],"study_design_scores_gemma":[0.00009643369,0.0003652635,0.01345185,0.06893049,0.001797989,0.01378056,0.0004779811,0.0003983533,0.0006752631,0.002214794,0.8977268,0.00008424166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001241569,0.9991265,0.00005135886,0.0001081958,0.0001348084,0.000003033965,0.000009601757,0.000003183874,0.0004392518],"genre_scores_gemma":[0.001380596,0.9975943,0.0001299677,0.0002643655,0.0003337969,0.000003610358,0.00002299167,0.000001100085,0.0002693062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003316758,"threshold_uncertainty_score":0.01021522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04970344795154874,"score_gpt":0.3582763251349451,"score_spread":0.3085728771833963,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}